Zambian Language Trainer Window

Curate local language datasets and trigger asynchronous machine learning training

Multilingual

Select Target Zambian Dialect to Manage & Train:

🇿🇲 Unified (All)
🇿🇲 Chibemba
🇿🇲 Chinyanja
🇿🇲 Chitonga
🇿🇲 Silozi
🇬🇧 English
🌐 Mixed/General

Local Dataset Inspector: All

25506 Records
Phrase Text Dialect Category Label Source
@tyracountryman nah gurl this pussy private 🙅 Mixed Abusive User Added
@tyler_wilde I'm just saying, it's not like you were up against a bird-eating spider or something. Bet @Pseudobread coulda done it Mixed Safe User Added
@tyler_wilde CH3BURASHKA sure gets to be a nit-picky Russian monkey/bear thing sometimes, doesn't he? Mixed Safe User Added
@tyler_wilde As in, "throw birds with long pointy beaks at you"? Mixed Safe User Added
@tyler_smith55 your talking to every hick in San Antonio I ride with a big 45 in the console Mixed Abusive User Added
@tyg235 @italian_montana have fun losing tonight bitch Mixed Abusive User Added
@twittwithjosh @cher oh, see cher? see what your particular brand vitriol creates? A boy who thinks it's ok to call a woman a cunt. #libtard Mixed Abusive User Added
@twincitytyson if somehow u didn't already go I'm down nig Mixed Abusive User Added
@tweetstar10 Saw that there's a 15° slope to the wire? That enough for a zip-line? #businessopportunity Mixed Safe User Added
@tweebest clam it Mixed Safe User Added
@twaynesback well I already got some lol but I'm bout to hop in the shower and eat something real quick then I'll be on my way nig Mixed Abusive User Added
@twaynesback I swear I can't do shit right now but I'm down to get into something tonight if u are nig Mixed Abusive User Added

Add Local Phrase

Batch Import CSV

CSV Only

Upload a custom CSV file to bulk import training data across all languages. Required columns: phrase (or text), category (0=Hate, 1=Abusive, 2=Safe), and optionally language.

Model Training Control

20%

Evaluation Results

Trained Algorithm: Decision Tree
ACCURACY
F1 SCORE
Confusion Matrix Grid
46
0
0
2
41
4
0
0
47
Columns: Predicted Rows: Actual
Algorithm Accuracy Graph